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Significant improvement in accuracy is achieved for some datasets for the two families of induction algorithms used: decision trees and Naive-Bayes.

Due to limitation in space, we just summarize the results of some datasets for Hamming scores, ({text {Micro-F}}_1) scores and (text {Macro-F}_1) scores in Fig. 1.

Next generation sequencing is a powerful tool that has provided massive datasets for genome and transcriptome analysis, including some datasets for the S. mediterranea transcriptome [ 26- 28].

The Cox proportional hazards model was applied to some datasets for both univariate and multivariate survival analyses (Tables  2, 3, and 4).

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Bootstrap support values of ≥ 95 for all nodes were eventually reached in some datasets except for the ML simulations, where the maximum proportion of nodes recovered was 96%and90%0% at bootstrap support levels of ≥ 70 and ≥ 95, respectively (Fig. 10).

While under the specified parameters, the other methods can be somewhat faster for some datasets and slower for others; the fraction of data mapped was typically less than that achieved using BFAST.

The authors thank the Uganda National Forest Authority and the Consultative Group on International Agricultural Research CGIARR) for data access, Holy Gibbs and Sandra Brown for detailed information on some datasets, Danae Maniatis for fruitful discussions, Michael Schulz for useful comments on a preliminary version of this paper and Benjamin DeVries for proof reading the final manuscript.

In this study, we provide some useful datasets for the assessment of functional phosphorylation signaling using a comparative genome analysis of phosphorylation motifs.

Of course, the recently explored limitations of some concatenated datasets for phylogenetic analysis of deep prokaryote nodes [ 73] need to be kept in mind.

Data on clinical performance status is routinely recorded in the UK in some clinical datasets for common cancers, but not yet in clinical practice or by the cancer registration system and was therefore not available for analysis.

Instead, we selected target arrangements that evoked both possible choices and drove particularly robust population responses, which for some datasets yielded sufficient statistical power for good decoding of choice on single trials.

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